{"id":"W4312129994","doi":"10.1002/smll.202207017","title":"A Microfluidic Contact Lens to Address Contact Lens‐Induced Dry Eye","year":2022,"lang":"en","type":"article","venue":"Small","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Contact lens; Lens (geology); Eyelid; Materials science; Ophthalmology; Microfluidics; Optics; Medicine; Nanotechnology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003385306,0.0003090373,0.0005727255,0.0001922421,0.0002704404,0.00003474997,0.0002706815,0.0001074315,0.001317866],"category_scores_gemma":[0.00007896149,0.0003078098,0.0002827945,0.0003101129,0.00001376349,0.00009000625,0.0002424535,0.0006125416,0.0005227252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002863434,"about_ca_system_score_gemma":0.0003031861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009759066,"about_ca_topic_score_gemma":0.0001203885,"domain_scores_codex":[0.9978502,0.0001491573,0.0003708293,0.0005541266,0.000429284,0.0006464244],"domain_scores_gemma":[0.9987266,0.00007128986,0.00009325908,0.0007331432,0.0001135645,0.0002621522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008681013,0.0003768442,0.142851,0.00007952418,0.0002993847,0.000856202,0.001359812,0.000001720845,0.8439868,0.0007279524,0.006755791,0.001836834],"study_design_scores_gemma":[0.005437925,0.003223974,0.2475905,0.0001578842,0.0003484005,0.00002907815,0.002280732,0.00002302123,0.07422787,0.00001976073,0.6659349,0.0007260695],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750273,0.00257709,0.0000287686,0.003545415,0.0005536214,0.001013832,0.0000765174,0.0001789346,0.01699856],"genre_scores_gemma":[0.9858702,0.0001964562,0.0000877006,0.008031746,0.0001846439,0.0001256003,0.00007740812,0.00007966758,0.005346565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.769759,"threshold_uncertainty_score":0.9999374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03701841467425061,"score_gpt":0.2728067731532224,"score_spread":0.2357883584789718,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}